Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "150"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 150 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 51 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 49 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 150, Node N15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459866 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.590918 19.091196 52.925169 54.819144 6.435718 11.136319 1.640045 1.498369 0.0263 0.0291 0.0017 nan nan
2459865 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.357600 21.273230 64.268673 66.762996 15.710081 24.075097 15.399520 13.230644 0.0260 0.0280 0.0009 nan nan
2459864 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.542706 26.193926 25.712281 27.306161 8.248780 13.455651 6.395569 7.475627 0.0266 0.0285 0.0010 nan nan
2459863 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.208671 15.691842 8.134684 8.810290 3.003465 5.154045 2.897216 3.227367 0.0260 0.0288 0.0013 nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.045760 15.963033 29.392723 31.386518 12.532280 19.036379 2.163686 2.272045 0.0266 0.0310 0.0021 nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.899613 13.109387 24.674068 26.209761 14.699867 21.776247 2.514414 2.234824 0.0263 0.0283 0.0009 nan nan
2459859 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.938004 11.134777 8.888248 9.731488 2.242519 2.856871 1.292810 1.356732 0.0267 0.0288 0.0011 nan nan
2459858 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.769303 11.790279 9.190506 9.973835 2.275862 2.987025 2.716679 2.667099 0.0262 0.0283 0.0006 1.163654 1.161475
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.881337 6.368575 1.515737 1.553037 1.708105 2.372621 7.329048 8.661734 0.0248 0.0236 0.0009 nan nan
2459856 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.101788 18.009975 23.214186 24.539051 6.627700 12.273758 3.544972 3.886714 0.0270 0.0291 0.0011 1.217898 1.211888
2459855 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.832641 17.557127 24.238585 25.389837 2.752306 4.301116 1.643268 1.558579 0.0264 0.0290 0.0009 1.218165 1.216370
2459854 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.886219 15.892363 18.573882 19.379194 3.860459 4.284877 4.111537 4.307065 0.0261 0.0290 0.0012 1.210996 1.211433
2459853 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.052641 15.629237 25.216981 26.869425 6.976906 11.016164 4.451049 4.592447 0.0265 0.0295 0.0012 1.230970 1.227278
2459852 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.358926 16.096783 26.010512 28.062292 15.635094 19.883910 16.768849 16.523474 0.0265 0.0276 0.0004 1.175723 1.173140
2459851 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.398638 18.573970 23.096132 25.003018 10.314246 19.909083 7.608556 17.209145 0.0265 0.0279 0.0005 1.239981 1.237610
2459849 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.602812 17.037657 46.632345 49.421275 7.082790 12.974258 4.802174 6.633164 0.0261 0.0292 0.0011 1.227843 1.225617
2459848 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.181469 15.213435 29.925537 32.245569 14.318920 21.852401 3.682567 4.428741 0.0258 0.0305 0.0019 1.242601 1.242122
2459847 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.306153 17.680078 27.914802 30.421172 21.887698 28.291102 1.690015 1.793964 0.0265 0.0277 0.0003 1.221028 1.217725
2459846 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.821928 26.462408 33.870474 35.406453 21.635094 21.049575 5.333480 4.993361 0.0260 0.0272 0.0001 1.282803 1.265103
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.031091 19.490244 39.654233 41.654400 10.142497 16.679151 2.687607 2.091355 0.0260 0.0321 0.0025 1.253537 1.218047
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.452788 15.230877 6.436020 8.098123 2.067004 2.705341 10.510509 12.054114 0.0263 0.0234 0.0016 nan nan
2459843 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.888832 20.100858 18.047712 19.929449 64.390789 70.990295 2.005752 2.683322 0.0501 0.0527 0.0027 1.333868 1.331214
2459842 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.326766 14.691531 8.946632 10.318651 -0.030213 -0.576980 1.275218 1.767587 0.0462 0.0473 0.0026 1.245571 1.244632
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.891697 13.325199 4.826883 7.679846 4.702741 6.537668 8.807218 10.940745 0.0900 0.0910 0.0236 nan nan
2459839 RF_maintenance 100.00% - - - - - 0.901619 0.905687 0.505439 3.229137 2.463585 2.152006 10.324409 11.038001 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.062929 22.222967 22.644730 24.771178 20.246088 30.106182 2.118371 2.608036 0.0492 0.0496 0.0014 0.000000 0.000000
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.1329 0.1326 0.0144 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.018997 2.407534 2.500978 3.222856 -0.070914 0.445156 2.748045 3.368709 0.1392 0.1430 0.0130 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.707167 4.744610 3.531293 4.634944 3.094991 5.843910 10.621538 13.747152 0.1234 0.1232 0.0105 nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.817844 38.454380 25.334217 27.089679 14.094390 11.804120 3.258747 3.356019 0.0465 0.0462 0.0006 1.286126 1.279597
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.639141 0.626042 0.277616 3.369676 2.181276 2.075189 6.625179 8.318073 0.0274 0.0249 0.0014 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.101566 37.904056 36.059309 38.412087 39.996038 36.104026 6.457776 6.867717 0.0447 0.0448 0.0002 1.199116 1.196047
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.430372 38.529864 29.355043 31.440418 28.976383 32.065284 9.304355 9.904118 0.0448 0.0450 0.0007 0.000000 0.000000
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.923647 31.957804 31.616360 33.456452 36.836185 33.425072 14.643685 14.976787 0.0496 0.0510 0.0009 1.207337 1.196516
2459827 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.083415 29.573531 35.678397 38.340870 24.792955 26.249910 1.731747 1.819729 0.0459 0.0466 0.0006 1.214590 1.214839
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.937441 29.214018 39.968816 42.130518 49.176933 45.284280 8.686394 9.545877 0.0465 0.0487 0.0014 1.282367 1.282218
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.003751 30.620970 31.896010 33.713304 27.730667 25.605155 1.328546 1.423087 0.0449 0.0456 0.0010 0.000000 0.000000
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.280899 21.412093 25.574030 27.684360 14.063217 21.581009 15.058273 15.388011 0.0440 0.0441 0.0014 0.000000 0.000000
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.820965 25.285743 47.505866 49.711772 34.527857 36.056200 30.332159 32.822204 0.0419 0.0415 0.0006 0.000000 0.000000
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.357952 29.113814 43.454197 45.755632 30.891378 29.539243 1.581160 1.264974 0.0451 0.0461 0.0007 0.000000 0.000000
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.645932 31.046237 44.639477 46.625688 28.354356 27.962986 2.777202 3.367765 0.0442 0.0450 0.0005 1.456678 1.451684
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.439467 29.330242 35.647652 38.221492 66.792327 68.977963 6.257908 6.709594 0.0515 0.0525 0.0005 0.000000 0.000000
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.228647 26.181205 43.230248 45.179580 36.656043 36.788838 3.798668 4.094257 0.0496 0.0523 0.0017 0.936003 0.952401
2459816 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.810865 22.627726 43.424915 46.179207 46.858403 45.366772 9.186605 10.483065 0.0474 0.0499 0.0015 1.366524 1.348305
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.149763 24.473655 47.242131 49.574645 47.987564 48.384092 12.243501 13.937395 0.0436 0.0447 0.0014 1.130002 1.130839
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 150: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 54.819144 19.091196 17.590918 54.819144 52.925169 11.136319 6.435718 1.498369 1.640045

Antenna 150: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 66.762996 19.357600 21.273230 64.268673 66.762996 15.710081 24.075097 15.399520 13.230644

Antenna 150: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 27.306161 26.193926 23.542706 27.306161 25.712281 13.455651 8.248780 7.475627 6.395569

Antenna 150: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 15.691842 14.208671 15.691842 8.134684 8.810290 3.003465 5.154045 2.897216 3.227367

Antenna 150: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 31.386518 14.045760 15.963033 29.392723 31.386518 12.532280 19.036379 2.163686 2.272045

Antenna 150: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 26.209761 11.899613 13.109387 24.674068 26.209761 14.699867 21.776247 2.514414 2.234824

Antenna 150: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 11.134777 9.938004 11.134777 8.888248 9.731488 2.242519 2.856871 1.292810 1.356732

Antenna 150: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 11.790279 11.790279 10.769303 9.973835 9.190506 2.987025 2.275862 2.667099 2.716679

Antenna 150: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 8.661734 6.368575 5.881337 1.553037 1.515737 2.372621 1.708105 8.661734 7.329048

Antenna 150: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 24.539051 16.101788 18.009975 23.214186 24.539051 6.627700 12.273758 3.544972 3.886714

Antenna 150: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 25.389837 17.557127 16.832641 25.389837 24.238585 4.301116 2.752306 1.558579 1.643268

Antenna 150: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 19.379194 15.892363 16.886219 19.379194 18.573882 4.284877 3.860459 4.307065 4.111537

Antenna 150: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 26.869425 15.629237 14.052641 26.869425 25.216981 11.016164 6.976906 4.592447 4.451049

Antenna 150: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 28.062292 13.358926 16.096783 26.010512 28.062292 15.635094 19.883910 16.768849 16.523474

Antenna 150: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 25.003018 13.398638 18.573970 23.096132 25.003018 10.314246 19.909083 7.608556 17.209145

Antenna 150: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 49.421275 15.602812 17.037657 46.632345 49.421275 7.082790 12.974258 4.802174 6.633164

Antenna 150: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 32.245569 15.213435 14.181469 32.245569 29.925537 21.852401 14.318920 4.428741 3.682567

Antenna 150: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 30.421172 17.680078 16.306153 30.421172 27.914802 28.291102 21.887698 1.793964 1.690015

Antenna 150: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 35.406453 25.821928 26.462408 33.870474 35.406453 21.635094 21.049575 5.333480 4.993361

Antenna 150: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 41.654400 19.490244 18.031091 41.654400 39.654233 16.679151 10.142497 2.091355 2.687607

Antenna 150: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 15.230877 12.452788 15.230877 6.436020 8.098123 2.067004 2.705341 10.510509 12.054114

Antenna 150: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Variability 70.990295 20.100858 18.888832 19.929449 18.047712 70.990295 64.390789 2.683322 2.005752

Antenna 150: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 14.691531 11.326766 14.691531 8.946632 10.318651 -0.030213 -0.576980 1.275218 1.767587

Antenna 150: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 13.325199 11.891697 13.325199 4.826883 7.679846 4.702741 6.537668 8.807218 10.940745

Antenna 150: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 11.038001 0.905687 0.901619 3.229137 0.505439 2.152006 2.463585 11.038001 10.324409

Antenna 150: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Variability 30.106182 22.222967 19.062929 24.771178 22.644730 30.106182 20.246088 2.608036 2.118371

Antenna 150: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 3.368709 2.407534 2.018997 3.222856 2.500978 0.445156 -0.070914 3.368709 2.748045

Antenna 150: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 13.747152 4.744610 4.707167 4.634944 3.531293 5.843910 3.094991 13.747152 10.621538

Antenna 150: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 38.454380 34.817844 38.454380 25.334217 27.089679 14.094390 11.804120 3.258747 3.356019

Antenna 150: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 8.318073 0.639141 0.626042 0.277616 3.369676 2.181276 2.075189 6.625179 8.318073

Antenna 150: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Variability 39.996038 35.101566 37.904056 36.059309 38.412087 39.996038 36.104026 6.457776 6.867717

Antenna 150: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape 38.529864 38.529864 33.430372 31.440418 29.355043 32.065284 28.976383 9.904118 9.304355

Antenna 150: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Variability 36.836185 31.957804 28.923647 33.456452 31.616360 33.425072 36.836185 14.976787 14.643685

Antenna 150: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 38.340870 26.083415 29.573531 35.678397 38.340870 24.792955 26.249910 1.731747 1.819729

Antenna 150: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Variability 49.176933 29.214018 26.937441 42.130518 39.968816 45.284280 49.176933 9.545877 8.686394

Antenna 150: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 33.713304 30.620970 29.003751 33.713304 31.896010 25.605155 27.730667 1.423087 1.328546

Antenna 150: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 27.684360 17.280899 21.412093 25.574030 27.684360 14.063217 21.581009 15.058273 15.388011

Antenna 150: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 49.711772 25.285743 24.820965 49.711772 47.505866 36.056200 34.527857 32.822204 30.332159

Antenna 150: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 45.755632 27.357952 29.113814 43.454197 45.755632 30.891378 29.539243 1.581160 1.264974

Antenna 150: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 46.625688 31.046237 28.645932 46.625688 44.639477 27.962986 28.354356 3.367765 2.777202

Antenna 150: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Variability 68.977963 25.439467 29.330242 35.647652 38.221492 66.792327 68.977963 6.257908 6.709594

Antenna 150: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 45.179580 24.228647 26.181205 43.230248 45.179580 36.656043 36.788838 3.798668 4.094257

Antenna 150: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Variability 46.858403 22.627726 19.810865 46.179207 43.424915 45.366772 46.858403 10.483065 9.186605

Antenna 150: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 49.574645 24.473655 23.149763 49.574645 47.242131 48.384092 47.987564 13.937395 12.243501

Antenna 150: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 150: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: